@inproceedings{ICML'26:modular-d2d-reducion, author = {Yan-Feng Xie and Yu-Jie Zhang and Peng Zhao and Zhi-Hua Zhou}, title = {Dynamic Regret via Discounted-to-Dynamic Reduction with Applications to Curved Losses and Adam Optimizer}, booktitle = {Proceedings of the 43rd International Conference on Machine Learning (ICML)}, year = {2026}, pages = {to appear} }